A Model to Identify the Potential Target for Leveraged Buyout

Devina Hermawan, Elaine Tanuwijaya, Jonathan Aditama, John Iwan Kusno, Adrian Teja

Abstract


This study aims to find a model based on agency theory to identify the target firms of leveraged buyout (LBO) transactions one year ahead. The likelihood of a firm being a target in an LBO transaction is estimated using logistic regression. The dependent variable is defined as one for the LBO target and zeroes otherwise. The independent variables are a firm's financial characteristics related to agency problems: leverage, tangible assets, free cash flow, market-to-book value ratio, profitability, and revenue growth. The sample is public-to-private LBO transactions in the United States from 2009 to 2019. We find that a firm with high leverage and free cash flow is more likely to become an LBO target. The findings are consistent with the agency theory. The management uses firm high free cash flow to gain more debt to pursue their benefits which is detrimental to shareholders' interest. Contrary to previous research, the firm's tangible asset does not increase the likelihood of becoming an LBO target.

Keywords


agency theory; financial characteristics; leverage buyout (LBO); Merger and Acquisition (M&A)

Full Text:

PDF

References


Adut, D., Holder, A. D., & Robin, A. (2016). Restructuring Charges And Takeover Likelihood: Evidence From The Pre-and Post-sfas 146 Eras. Journal of Accounting and Public Policy, 35(2), 192-207.

Amihud, Y. & Lev, B. (1981). Risk Reduction as a Managerial Motive by Conglomerate Managers. Bell Journal of Economics, 12(2), 605-617.

Belkhir, M., Boubaker, S., & Rouatbi, W. (2013). Excess Control, Agency Costs and the Probability of Going Private in France. Global Finance Journal, 24(3), 250-265.

Bena, J. & Li, K. (2014). Corporate Innovations and Mergers and Acquisitions. The Journal of Finance, 69(5), 1923-1960.

Bharath, S.T. & Dittmar, A. K. (2010). Why Do Firms Use Private Equity to Opt Out of Public Markets? Review of Financial Studies, 23(5), 1771-1818.

Billett, M.T., Jiang, Z. & Lie, E. (2010). The Effect of Change-in-control Covenants on Takeovers: Evidence from Leveraged Buyouts. Journal of Corporate Finance, 16(1), 1-15.

Brigham, E. & Houston, J. (2016). Fundamentals of Financial Management. Boston: Cengage.

Cai, S. W., Balachandran B., & Dempsey, M. J. (2011). The Financial Profiles of Takeover Target Firms and Their Takeover Predictability: Australian Evidence. Corporate Ownership & Control, 8(3-6), 567-584.

Cremers, K. J. Martijn, Nair, V. B., & John, K. (2009). Takeovers and the Cross-Section of Returns. The Review of Financial Studies, 22(4), 1409-1445. doi: 10.2139/ssrn.690185

Cudd, M., & Duggal, R. (2000). Industry Distributional Characteristics of Financial Ratios: An Acquisition Theory Application. The Financial Review, 35(1), 105-120. doi: 10.1111/j.1540-6288.2000.tb01409.x

Damodaran, Aswath. (2012). Investment Valuation: Tools and Techniques for Determining the Value of Any Asset. New Jersey: John Wiley & Sons, Inc.

Dasilas, A. & Grose, C. (2017). The Wealth Effects of Public-to-private LBOs: Evidence from Europe. International Review of Financial Analysis, 58, 179-194.

Du, J., He, Q., & Yuen, S. W. (2013). Tunneling and the Decision to Go Private: Evidence from Hong Kong. Pacific-Basin Finance Journal, 22, 50-68.

Evans, J., Poa, M., & Rath, S. (2005). The Financial and Governance Characteristics of Australian Companies Going Private. International Journal of Business Studies, 13(1), 1-24.

Jensen, M. (1986). Agency Cost Of Free Cash Flow, Corporate Finance, and Takeovers. American Economic Review, 76(2), 323-329.

Jensen, M. & Meckling, W. (1976). Theory of The Firm: Managerial Behaviour, Agency Costs and Ownership Structure. Journal of Financial Economics. 3, 305-360.

Kitching, J. (1967). Why Do Mergers Miscarry? Harvard Business Review, 45, 84-101.

Levinson, H. (1970). A Psychologist Diagnoses Merger Failures. Harvard Business Review, 48, 139–147.

Le Nadant, A., & Perdreau, F. (2006). Financial Profile of Leveraged Buyout Targets: Some French Evidence. Review of Accounting and Finance, 5(4), 370-392. doi: 10.1108/14757700610712444

Martin, J. & Schrum, J. (2008). Private Equity: The Leveraged Buyout Model Revisited with a Dash of Clustering. Problems and Perspectives in Management, 5(4), 77-83.

Mauboussin, J. Michael., & Callahan, Dan. (2020). Public to Private Equity in the United States: A Long-Term Outlook. Morgan Stanley Counterpoint Global Insights 2020. Retrieved from https://www.morganstanley.com/ im/en-us/financial-advisor/insights/articles/public-to-private-equity-in-the-us-a-long-term-look.html.

McFadden. D. (1979). Quantitative Methods for Analyzing Travel Behaviour of Individuals: Some Recent Developments. In Hensher, D., & Stopher, P. R (Eds.), Behavioural Travel Modelling (p. 306). London: Croom Helm.

Meghouar, H. & Ibrahimi, M. (2021). Financial Characteristics of Takeover Targets: A French Empirical Evidence. EuroMed Journal of Business, 16(1), 69-85. doi: 10.1108/EMJB-06-2019-0088

Mehran, H. & Peristiani, S. (2010). Financial Visibility and the Decision to Go Private. Review of Financial Studies, 23(2), 519-547.

Mitnick, Barry M. (1975). The Theory of Agency: The Policing "Paradox" and Regulatory Behavior. Public Choice, 24, 27-42.

Modigliani, F. & Miller, M. H. (1958). The Cost of Capital, Corporation Finance and the Theory of Investment. The American Economic Review, 48(3), 261-297.

Modigliani, F. & Miller, M. H. (1963). Corporate Income Taxes and the Cost of Capital: A Correction. The American Economic Review, 53(3), 433-443.

Mueller, D.C. & Sirower, M. L. (2003). The Causes of Mergers: Tests Based on the Gains to Acquiring Firms' Shareholders and the Size of Premia. Managerial and Decision Economics, 24(5), 373-391.

Nguyen, H. T., Yung, K. & Sun, Q. (2012). Motives for Mergers and Acquisitions: Ex‐Post Market Evidence from the US. Journal of Business Finance & Accounting, 39(9‐10), 1357-1375.

Opler, T., & Titman, S. (1993). The Determinants of Leveraged Buyout Activity: Free Cash Flow vs. Financial Distress Costs. The Journal of Finance, 48(5), 1985-1999.

Rosenbaum, J., & Pearl, J. (2013). Investment Banking Valuation, Leveraged Buyouts, and Merger & Acquisitions (2nd ed.). New Jersey: John Wiley & Son, Inc.

Ross, S. (1973). The Economic Theory of Agency: The Principal's Problem. American Economic Review, 63(2), 134-139.

Ross, S. (1977). The Determination of Financial Structure: The Incentive Signaling Approach. Bell Journal of Economics, 8(1), 23-40. doi: 10.2307/3003485

Sannajust, Aurélie., Arouri, Mohamed., Teulon, Frédéric. (2015). Motivations Of Public to Private Transactions: An International Empirical Investigation. The Journal of Applied Business Research, 31(1), 1-16.

Sudarsanam, S., Wright, M., & Huang, J. (2011). Target Bankruptcy Risk and Its Impact on Going Private Buyout Performance and Exit. Corporate Governance: An International Review, 19(3), 240–258.

Tabachnick, B. G. & Fidell, L. S. (2018). Using Multivariate Statistics: 7th ed. Boston, MA: Pearson Education, Inc.

Tichy, G. (2001). What Do We Know about Success and Failure of Mergers?. Journal of Industry, Competition and Trade, 1, 347–394.

Trautwein, F. (1990). Merger Motives and Merger Prescriptions. Strategic Management Journal, 11(4), 283-295.

Tunyi, A. A. & Ntim, C. G. (2016). Location Advantages, Governance Quality, Stock Market Development and Firm Characteristics as Antecedents of African M&As. Journal of International Management, 22(2), 147-167.

Tunyi, A. A., Ntim, C. G., & Danbolt, J. (2019). Decoupling Management Inefficiency: Myopia, Hyperopia, and Takeover Likelihood. International Review of Financial Analysis, 62, 1-20. doi: 10.1016/j.irfa.2019.01.004

Wu, S. (Jennifer) & Chung, K. H. (2019). Corporate Innovation, Likelihood to be Acquired, and Takeover Premiums. Journal of Banking and Finance, 108.




DOI: https://doi.org/10.26905/jkdp.v26i1.6265

Refbacks

  • There are currently no refbacks.




Jurnal Keuangan dan Perbankan (Journal of Finance and Banking)

Diploma Program of Banking and Finance, Faculty of Economics and Business, University of Merdeka Malang

Published by University of Merdeka Malang

Mailing Address:
2nd floor Finance and Banking Building, Jl. Terusan Raya Dieng No. 57 Malang, East Java, Indonesia
Phone: +62 813-3180-1534
Email: jkp@unmer.ac.id

This work is licensed under a Creative
Commons Attribution-ShareAlike 4.0